Fans couldn't help but snap pics for social media, with some commenting on the chilling event which occurred just over a mile from The White House. While the shoot didn't give away much of the season three plot -- June (Moss) was seen kneeling before Commander Waterford (Fiennes) and Serena (Strahovski) -- Bledel's character, Emily, curiously appeared to sport a baby bump. Emily was last seen in the season two finale escaping from Gilead with June's newborn daughter.

During Hulu's Television Critics Association winter press tour on Monday, the network's Senior Vice President of Originals, Craig Erwich, teased fans were in store for something special in season three.

"I’ve had a chance to see the first two episodes of Handmaid’s Tale, and it’s spectacular," he said.

The Handmaid's Tale will return for season three on Wednesday, June 5 with three new episodes. Subsequent episodes will be released every Wednesday only on Hulu.